Pandas Profiling Report

Dataset statistics

Number of variables	40
Number of observations	26990
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	2.7 MiB
Average record size in memory	104.0 B

Variable types

Numeric	7
Categorical	1
Boolean	32

Alerts

`is_starrable_False` has constant value "True"	Constant
`location_state_England` is highly correlated with `country_GB` and 1 other fields	High correlation
`country_GB` is highly correlated with `location_state_England` and 1 other fields	High correlation
`country_US` is highly correlated with `location_state_England` and 1 other fields	High correlation
`location_state_England` is highly correlated with `country_GB` and 1 other fields	High correlation
`country_GB` is highly correlated with `location_state_England` and 1 other fields	High correlation
`country_US` is highly correlated with `location_state_England` and 1 other fields	High correlation
`location_state_England` is highly correlated with `country_GB` and 1 other fields	High correlation
`country_GB` is highly correlated with `location_state_England` and 1 other fields	High correlation
`country_US` is highly correlated with `location_state_England` and 1 other fields	High correlation
`category_Other` is highly correlated with `is_starrable_False`	High correlation
`country_AU` is highly correlated with `is_starrable_False`	High correlation
`category_Performances` is highly correlated with `is_starrable_False`	High correlation
`category_Poetry` is highly correlated with `is_starrable_False`	High correlation
`location_state_PA` is highly correlated with `is_starrable_False`	High correlation
`country_CA` is highly correlated with `is_starrable_False`	High correlation
`location_state_MA` is highly correlated with `is_starrable_False`	High correlation
`location_state_CA` is highly correlated with `is_starrable_False`	High correlation
`country_IT` is highly correlated with `is_starrable_False`	High correlation
`staff_pick_True` is highly correlated with `is_starrable_False`	High correlation
`country_MX` is highly correlated with `is_starrable_False`	High correlation
`country_ES` is highly correlated with `is_starrable_False`	High correlation
`location_state_England` is highly correlated with `country_GB` and 2 other fields	High correlation
`location_state_IL` is highly correlated with `is_starrable_False`	High correlation
`country_GB` is highly correlated with `location_state_England` and 2 other fields	High correlation
`category_Jewelry` is highly correlated with `is_starrable_False`	High correlation
`location_state_Other` is highly correlated with `is_starrable_False`	High correlation
`location_state_TX` is highly correlated with `is_starrable_False`	High correlation
`country_DE` is highly correlated with `is_starrable_False`	High correlation
`category_Graphic Novels` is highly correlated with `is_starrable_False`	High correlation
`category_Wearables` is highly correlated with `is_starrable_False`	High correlation
`location_state_WA` is highly correlated with `is_starrable_False`	High correlation
`country_Other` is highly correlated with `is_starrable_False`	High correlation
`category_Narrative Film` is highly correlated with `is_starrable_False`	High correlation
`country_US` is highly correlated with `location_state_England` and 2 other fields	High correlation
`category_Tabletop Games` is highly correlated with `is_starrable_False`	High correlation
`location_state_NY` is highly correlated with `is_starrable_False`	High correlation
`is_starrable_False` is highly correlated with `category_Other` and 31 other fields	High correlation
`category_Dance` is highly correlated with `is_starrable_False`	High correlation
`location_state_FL` is highly correlated with `is_starrable_False`	High correlation
`category_Classical Music` is highly correlated with `is_starrable_False`	High correlation
`country_FR` is highly correlated with `is_starrable_False`	High correlation
`state` is highly correlated with `is_starrable_False`	High correlation
`location_state_CA` is highly correlated with `location_state_Other`	High correlation
`location_state_England` is highly correlated with `country_GB` and 1 other fields	High correlation
`location_state_Other` is highly correlated with `location_state_CA`	High correlation
`country_CA` is highly correlated with `country_US`	High correlation
`country_GB` is highly correlated with `location_state_England` and 1 other fields	High correlation
`country_US` is highly correlated with `location_state_England` and 2 other fields	High correlation
`goal` is highly skewed (γ1 = 61.00201993)	Skewed
`id` has unique values	Unique
`prep_time` has 2948 (10.9%) zeros	Zeros
`weekday_of_launch` has 4659 (17.3%) zeros	Zeros
`hour_of_launch` has 1045 (3.9%) zeros	Zeros

Reproduction

Analysis started	2022-05-18 20:35:53.452982
Analysis finished	2022-05-18 20:36:18.171706
Duration	24.72 seconds
Software version	pandas-profiling v3.1.0
Download configuration	config.json

goal
Real number (ℝ_≥0)

SKEWED

Distinct	1567
Distinct (%)	5.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29512.47891

Minimum	0.01
Maximum	50000000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	421.7 KiB

Quantile statistics

Minimum	0.01
5-th percentile	250
Q1	1000
median	3500
Q3	10000
95-th percentile	50000
Maximum	50000000
Range	49999999.99
Interquartile range (IQR)	9000

Descriptive statistics

Standard deviation	504033.4892
Coefficient of variation (CV)	17.07865648
Kurtosis	4807.466613
Mean	29512.47891
Median Absolute Deviation (MAD)	3000
Skewness	61.00201993
Sum	796541805.9
Variance	2.540497583 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5000	1747	6.5%
1000	1325	4.9%
10000	1315	4.9%
500	1266	4.7%
3000	1208	4.5%
2000	1170	4.3%
1500	831	3.1%
2500	830	3.1%
15000	755	2.8%
20000	631	2.3%
Other values (1557)	15912	59.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.01	1	< 0.1%
1	59	0.2%
2	1	< 0.1%
3	1	< 0.1%
4	2	< 0.1%
5	8	< 0.1%
7	1	< 0.1%
8	3	< 0.1%
10	47	0.2%
12	4	< 0.1%

Value	Count	Frequency (%)
50000000	1	< 0.1%
33000000	1	< 0.1%
25000000	1	< 0.1%
20000000	3	< 0.1%
10000000	7	< 0.1%
9000000	2	< 0.1%
7500000	1	< 0.1%
7300000	1	< 0.1%
6500001	1	< 0.1%
6000000	1	< 0.1%

id
Real number (ℝ_≥0)

UNIQUE

Distinct	26990
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1067811742

Minimum	53154
Maximum	2147466649
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	421.7 KiB

Quantile statistics

Minimum	53154
5-th percentile	103745519.9
Q1	523759718.2
median	1064504786
Q3	1608616310
95-th percentile	2038007840
Maximum	2147466649
Range	2147413495
Interquartile range (IQR)	1084856591

Descriptive statistics

Standard deviation	623465831.2
Coefficient of variation (CV)	0.583872425
Kurtosis	-1.219457615
Mean	1067811742
Median Absolute Deviation (MAD)	541931476
Skewness	0.007666229066
Sum	2.882023891 × 10¹³
Variance	3.887096427 × 10¹⁷
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
522081392	1	< 0.1%
979492837	1	< 0.1%
600835406	1	< 0.1%
1733489739	1	< 0.1%
570940247	1	< 0.1%
670938521	1	< 0.1%
2084970699	1	< 0.1%
1815928657	1	< 0.1%
1635909422	1	< 0.1%
340941897	1	< 0.1%
Other values (26980)	26980	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
53154	1	< 0.1%
113230	1	< 0.1%
127800	1	< 0.1%
171116	1	< 0.1%
274865	1	< 0.1%
285583	1	< 0.1%
325875	1	< 0.1%
379873	1	< 0.1%
787066	1	< 0.1%
911712	1	< 0.1%

Value	Count	Frequency (%)
2147466649	1	< 0.1%
2147460119	1	< 0.1%
2147430599	1	< 0.1%
2147416747	1	< 0.1%
2147380316	1	< 0.1%
2147364781	1	< 0.1%
2147339483	1	< 0.1%
2147336747	1	< 0.1%
2147180546	1	< 0.1%
2147034766	1	< 0.1%

state
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	421.7 KiB

successful	19191
failed	7799

Length

Max length	10
Median length	10
Mean length	8.844164505
Min length	6

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	successful
2nd row	successful
3rd row	successful
4th row	successful
5th row	successful

Common Values

Value	Count	Frequency (%)
successful	19191	71.1%
failed	7799	28.9%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
successful	19191	71.1%
failed	7799	28.9%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

campaign_length
Real number (ℝ_≥0)

Distinct	85
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	31.45075954

Minimum	1
Maximum	91
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	421.7 KiB

Quantile statistics

Minimum	1
5-th percentile	14
Q1	28
median	30
Q3	33
95-th percentile	60
Maximum	91
Range	90
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	12.00175685
Coefficient of variation (CV)	0.3816046743
Kurtosis	1.839634985
Mean	31.45075954
Median Absolute Deviation (MAD)	2
Skewness	0.9733681399
Sum	848856
Variance	144.0421675
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
30	10046	37.2%
29	1642	6.1%
60	1482	5.5%
31	866	3.2%
21	785	2.9%
45	764	2.8%
14	745	2.8%
20	691	2.6%
28	621	2.3%
35	600	2.2%
Other values (75)	8748	32.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	19	0.1%
2	10	< 0.1%
3	25	0.1%
4	20	0.1%
5	72	0.3%
6	69	0.3%
7	192	0.7%
8	55	0.2%
9	78	0.3%
10	200	0.7%

Value	Count	Frequency (%)
91	1	< 0.1%
90	23	0.1%
89	21	0.1%
88	8	< 0.1%
86	2	< 0.1%
84	1	< 0.1%
83	2	< 0.1%
82	2	< 0.1%
81	2	< 0.1%
80	3	< 0.1%

prep_time
Real number (ℝ_≥0)

ZEROS

Distinct	769
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	47.58947758

Minimum	0
Maximum	3318
Zeros	2948
Zeros (%)	10.9%
Negative	0
Negative (%)	0.0%
Memory size	421.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	13
Q3	37
95-th percentile	192
Maximum	3318
Range	3318
Interquartile range (IQR)	34

Descriptive statistics

Standard deviation	136.3179994
Coefficient of variation (CV)	2.864456731
Kurtosis	128.901424
Mean	47.58947758
Median Absolute Deviation (MAD)	12
Skewness	9.231220255
Sum	1284440
Variance	18582.59696
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2948	10.9%
1	1457	5.4%
2	1255	4.6%
3	1140	4.2%
4	985	3.6%
5	929	3.4%
6	881	3.3%
7	810	3.0%
8	723	2.7%
9	632	2.3%
Other values (759)	15230	56.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2948	10.9%
1	1457	5.4%
2	1255	4.6%
3	1140	4.2%
4	985	3.6%
5	929	3.4%
6	881	3.3%
7	810	3.0%
8	723	2.7%
9	632	2.3%

Value	Count	Frequency (%)
3318	1	< 0.1%
3303	1	< 0.1%
3250	1	< 0.1%
3046	1	< 0.1%
2815	1	< 0.1%
2685	1	< 0.1%
2633	1	< 0.1%
2517	1	< 0.1%
2432	1	< 0.1%
2400	1	< 0.1%

month_of_launch
Real number (ℝ_≥0)

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.087106336

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	421.7 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	6
Q3	9
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.395907488
Coefficient of variation (CV)	0.5578853565
Kurtosis	-1.235508877
Mean	6.087106336
Median Absolute Deviation (MAD)	3
Skewness	0.1725523548
Sum	164291
Variance	11.53218767
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
3	2901	10.7%
2	2852	10.6%
4	2726	10.1%
5	2552	9.5%
10	2339	8.7%
11	2182	8.1%
1	2121	7.9%
9	2098	7.8%
7	2029	7.5%
6	1897	7.0%
Other values (2)	3293	12.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	2121	7.9%
2	2852	10.6%
3	2901	10.7%
4	2726	10.1%
5	2552	9.5%
6	1897	7.0%
7	2029	7.5%
8	1819	6.7%
9	2098	7.8%
10	2339	8.7%

Value	Count	Frequency (%)
12	1474	5.5%
11	2182	8.1%
10	2339	8.7%
9	2098	7.8%
8	1819	6.7%
7	2029	7.5%
6	1897	7.0%
5	2552	9.5%
4	2726	10.1%
3	2901	10.7%

weekday_of_launch
Real number (ℝ_≥0)

ZEROS

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.386031864

Minimum	0
Maximum	6
Zeros	4659
Zeros (%)	17.3%
Negative	0
Negative (%)	0.0%
Memory size	421.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	4
95-th percentile	6
Maximum	6
Range	6
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.797575302
Coefficient of variation (CV)	0.7533743908
Kurtosis	-0.90589679
Mean	2.386031864
Median Absolute Deviation (MAD)	1
Skewness	0.3676106292
Sum	64399
Variance	3.231276965
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
1	5747	21.3%
0	4659	17.3%
2	4538	16.8%
3	4160	15.4%
4	4026	14.9%
5	2168	8.0%
6	1692	6.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4659	17.3%
1	5747	21.3%
2	4538	16.8%
3	4160	15.4%
4	4026	14.9%
5	2168	8.0%
6	1692	6.3%

Value	Count	Frequency (%)
6	1692	6.3%
5	2168	8.0%
4	4026	14.9%
3	4160	15.4%
2	4538	16.8%
1	5747	21.3%
0	4659	17.3%

hour_of_launch
Real number (ℝ_≥0)

ZEROS

Distinct	24
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.67021119

Minimum	0
Maximum	23
Zeros	1045
Zeros (%)	3.9%
Negative	0
Negative (%)	0.0%
Memory size	421.7 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	9
median	15
Q3	19
95-th percentile	22
Maximum	23
Range	23
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	6.68715033
Coefficient of variation (CV)	0.4891768121
Kurtosis	-0.7088038079
Mean	13.67021119
Median Absolute Deviation (MAD)	4
Skewness	-0.6383662374
Sum	368959
Variance	44.71797954
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
16	2104	7.8%
17	2042	7.6%
15	1896	7.0%
18	1803	6.7%
19	1711	6.3%
14	1581	5.9%
20	1513	5.6%
21	1423	5.3%
22	1370	5.1%
13	1229	4.6%
Other values (14)	10318	38.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1045	3.9%
1	941	3.5%
2	851	3.2%
3	719	2.7%
4	711	2.6%
5	591	2.2%
6	452	1.7%
7	525	1.9%
8	524	1.9%
9	512	1.9%

Value	Count	Frequency (%)
23	1220	4.5%
22	1370	5.1%
21	1423	5.3%
20	1513	5.6%
19	1711	6.3%
18	1803	6.7%
17	2042	7.6%
16	2104	7.8%
15	1896	7.0%
14	1581	5.9%

location_state_CA
Boolean

HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	237.2 KiB

False	23548
True	3442

Common Values
Chart

Value	Count	Frequency (%)
False	23548	87.2%
True	3442	12.8%

location_state_England
Boolean

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	237.2 KiB

False	24315
True	2675

Common Values
Chart

Value	Count	Frequency (%)
False	24315	90.1%
True	2675	9.9%

location_state_FL
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	237.2 KiB

False	26166
True	824

Common Values
Chart

Value	Count	Frequency (%)
False	26166	96.9%
True	824	3.1%

location_state_IL
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	237.2 KiB

False	26301
True	689

Common Values
Chart

Value	Count	Frequency (%)
False	26301	97.4%
True	689	2.6%

location_state_MA
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	237.2 KiB

False	26403
True	587

Common Values
Chart

Value	Count	Frequency (%)
False	26403	97.8%
True	587	2.2%

location_state_NY
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	237.2 KiB

False	24262
True	2728

Common Values
Chart

Value	Count	Frequency (%)
False	24262	89.9%
True	2728	10.1%

location_state_Other
Boolean

HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	237.2 KiB

False	13668
True	13322

Common Values
Chart

Value	Count	Frequency (%)
False	13668	50.6%
True	13322	49.4%

location_state_PA
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	237.2 KiB

False	26401
True	589

Common Values
Chart

Value	Count	Frequency (%)
False	26401	97.8%
True	589	2.2%

location_state_TX
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	237.2 KiB

False	26003
True	987

Common Values
Chart

Value	Count	Frequency (%)
False	26003	96.3%
True	987	3.7%

location_state_WA
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	237.2 KiB

False	26360
True	630

Common Values
Chart

Value	Count	Frequency (%)
False	26360	97.7%
True	630	2.3%

country_AU
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	237.2 KiB

False	26445
True	545

Common Values
Chart

Value	Count	Frequency (%)
False	26445	98.0%
True	545	2.0%

country_CA
Boolean

HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	237.2 KiB

False	25752
True	1238

Common Values
Chart

Value	Count	Frequency (%)
False	25752	95.4%
True	1238	4.6%

country_DE
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	237.2 KiB

False	26513
True	477

Common Values
Chart

Value	Count	Frequency (%)
False	26513	98.2%
True	477	1.8%

country_ES
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	237.2 KiB

False	26677
True	313

Common Values
Chart

Value	Count	Frequency (%)
False	26677	98.8%
True	313	1.2%

country_FR
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	237.2 KiB

False	26566
True	424

Common Values
Chart

Value	Count	Frequency (%)
False	26566	98.4%
True	424	1.6%

country_GB
Boolean

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	237.2 KiB

False	23896
True	3094

Common Values
Chart

Value	Count	Frequency (%)
False	23896	88.5%
True	3094	11.5%

country_IT
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	237.2 KiB

False	26622
True	368

Common Values
Chart

Value	Count	Frequency (%)
False	26622	98.6%
True	368	1.4%

country_MX
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	237.2 KiB

False	26702
True	288

Common Values
Chart

Value	Count	Frequency (%)
False	26702	98.9%
True	288	1.1%

country_Other
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	237.2 KiB

False	25903
True	1087

Common Values
Chart

Value	Count	Frequency (%)
False	25903	96.0%
True	1087	4.0%

country_US
Boolean

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	237.2 KiB

True	18930
False	8060

Common Values
Chart

Value	Count	Frequency (%)
True	18930	70.1%
False	8060	29.9%

category_Classical Music
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	237.2 KiB

False	24602
True	2388

Common Values
Chart

Value	Count	Frequency (%)
False	24602	91.2%
True	2388	8.8%

category_Dance
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	237.2 KiB

False	25623
True	1367

Common Values
Chart

Value	Count	Frequency (%)
False	25623	94.9%
True	1367	5.1%

category_Graphic Novels
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	237.2 KiB

False	24652
True	2338

Common Values
Chart

Value	Count	Frequency (%)
False	24652	91.3%
True	2338	8.7%

category_Jewelry
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	237.2 KiB

False	25267
True	1723

Common Values
Chart

Value	Count	Frequency (%)
False	25267	93.6%
True	1723	6.4%

category_Narrative Film
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	237.2 KiB

False	24599
True	2391

Common Values
Chart

Value	Count	Frequency (%)
False	24599	91.1%
True	2391	8.9%

category_Other
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	237.2 KiB

False	17154
True	9836

Common Values
Chart

Value	Count	Frequency (%)
False	17154	63.6%
True	9836	36.4%

category_Performances
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	237.2 KiB

False	25766
True	1224

Common Values
Chart

Value	Count	Frequency (%)
False	25766	95.5%
True	1224	4.5%

category_Poetry
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	237.2 KiB

False	25334
True	1656

Common Values
Chart

Value	Count	Frequency (%)
False	25334	93.9%
True	1656	6.1%

category_Tabletop Games
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	237.2 KiB

False	25638
True	1352

Common Values
Chart

Value	Count	Frequency (%)
False	25638	95.0%
True	1352	5.0%

category_Wearables
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	237.2 KiB

False	25460
True	1530

Common Values
Chart

Value	Count	Frequency (%)
False	25460	94.3%
True	1530	5.7%

staff_pick_True
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	237.2 KiB

False	22390
True	4600

Common Values
Chart

Value	Count	Frequency (%)
False	22390	83.0%
True	4600	17.0%

is_starrable_False
Boolean

CONSTANT
HIGH CORRELATION
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	237.2 KiB

True	26990

Common Values
Chart

Value	Count	Frequency (%)
True	26990	100.0%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	goal	id	state	campaign_length	prep_time	month_of_launch	weekday_of_launch	hour_of_launch	location_state_CA	location_state_England	location_state_FL	location_state_IL	location_state_MA	location_state_NY	location_state_Other	location_state_PA	location_state_TX	location_state_WA	country_AU	country_CA	country_DE	country_ES	country_FR	country_GB	country_IT	country_MX	country_Other	country_US	category_Classical Music	category_Dance	category_Graphic Novels	category_Jewelry	category_Narrative Film	category_Other	category_Performances	category_Poetry	category_Tabletop Games	category_Wearables	staff_pick_True	is_starrable_False
0	10000.0	522081392	successful	49	17	2	6	20	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	True	False	False	False	False	False	False	True
1	3000.0	688419156	successful	30	61	1	3	18	False	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False	True	False	False	False	False	True
2	20000.0	1395612011	successful	29	10	2	1	13	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	True	False	False	False	False	True	True
3	3000.0	1895670076	successful	29	7	3	4	13	False	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	True	False	False	False	False	False	False	True
4	3000.0	273779926	successful	30	57	10	3	15	False	False	False	False	False	False	True	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	True
5	30000.0	1905826891	successful	31	21	4	2	15	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	True	False	False	False	False	False	True	True
6	70000.0	1606387274	failed	31	146	6	0	19	False	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	True	False	False	False	False	False	True
7	5000.0	1461979375	successful	15	126	2	1	16	False	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	True
8	24953.0	1351145783	failed	26	32	1	1	23	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	True	False	False	False	False	True	True
9	2000.0	1492834939	successful	30	44	11	5	22	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	True	False	False	False	False	False	False	False	False	False	True

Last rows

	goal	id	state	campaign_length	prep_time	month_of_launch	weekday_of_launch	hour_of_launch	location_state_CA	location_state_England	location_state_FL	location_state_IL	location_state_MA	location_state_NY	location_state_Other	location_state_PA	location_state_TX	location_state_WA	country_AU	country_CA	country_DE	country_ES	country_FR	country_GB	country_IT	country_MX	country_Other	country_US	category_Classical Music	category_Dance	category_Graphic Novels	category_Jewelry	category_Narrative Film	category_Other	category_Performances	category_Poetry	category_Tabletop Games	category_Wearables	staff_pick_True	is_starrable_False
26980	10000.0	693897183	successful	50	20	11	2	4	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	True
26981	500.0	2028386415	failed	29	0	3	1	7	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	True	False	False	False	False	False	True
26982	1500.0	645573052	successful	29	44	3	2	12	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	True
26983	8000.0	274524291	successful	50	57	7	1	1	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False	True	False	True
26984	22000.0	554027675	successful	33	14	10	1	16	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	True	False	False	False	False	True	True
26985	30000.0	457952399	failed	35	30	2	3	12	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False	True	False	True
26986	1000.0	2127789307	successful	33	7	8	1	20	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	True
26987	15000.0	1362143084	failed	29	0	9	1	13	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	True
26988	1100.0	1674716636	failed	60	0	11	3	3	False	False	False	False	False	False	True	False	False	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	True
26989	4000.0	2114005133	successful	41	33	3	0	7	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False	True	True	False	False	False	False	False	False	False	False	False	False	True

Overview

Variables

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Cramér's V (φc)

Phik (φk)

Missing values

Sample

First rows

Last rows